Home - Publications

Guohao Li, Matthias Müller, Ali Thabet, Bernard Ghanem,
"Can GCNs Go as Deep as CNNs?",
International Conference on Computer Vision (ICCV 2019) [Oral]

Keywords:

deep gcn

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Jean Lahoud, Bernard Ghanem, Marc Pollefeys, Martin R. Oswald,
"3D Instance Segmentation via Multi-task Metric Learning",
International Conference on Computer Vision (ICCV 2019) [Oral]

Keywords:

instance segmentation, mutlitask metric learning

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Mengmeng Xu, Yancheng Bai, Sally Sisi Qu, Bernard Ghanem,
"Semantic Part RCNN for Real-World Pedestrian Detection",
IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW 2019)

Keywords:

part rcnn, pedestrian detection

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Mengmeng Xu, Yancheng Bai, Bernard Ghanem,
"Missing Labels in Object Detection",
IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW 2019)

Keywords:

missing labels, object detection

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Guohao Li, Matthias Müller, Vincent Casser, Neil Smith, Dominik L. Michels, Bernard Ghanem,
"OIL: Observational Imitation Learning",
Robotics: Science and Systems (RSS 2019)

Keywords:

immitation learning

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Xin Yu, Fatemeh Shiri, Bernard Ghanem, Fatih Porikli,
"Can We See More? Joint Frontalization and Hallucination of Unaligned Tiny Faces",
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI 2019)

Keywords:

Face, super-resolution, hallucination, face frontalization

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Matthias Müller, Guohao Li, Vincent Casser, Neil Smith, Dominik L. Michels, Bernard Ghanem,
"Learning a Controller Fusion Network by Online Trajectory Filtering for Vision-based UAV Racing",

IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW 2019) [Oral][Best Paper Award]

Keywords:

controller fusion, uav racing

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Adel Bibi, Bernard Ghanem, Vladlen Koltun, Rene Ranftl,
"Deep Layers as Stochastic Solvers",

International Conference on Learning Representation (ICLR 2019).
[bibtex][poster]

Keywords:

deep networks, optimization

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Silvio Giancola*, Jesus Zarzar*, Bernard Ghanem,
"Leveraging Shape Completion for 3D Siamese Tracking",
Conference on Computer Vision and Pattern Recognition (CVPR 2019)
[bibtex][supplementary][code]

Keywords:

3D Tracking, Shape Completion, Regularization, Autonomous Driving

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Rafal Protasiuk, Adel Bibi, Bernard Ghanem,
"Local Color Mapping Combined with Color Transfer for Underwater Image Enhancement",
IEEE Winter Conference on Applications of Computer Vision (WACV 2019)
[bibtext][supplementary][code]

Keywords:

color mapping, color transfer, underwater

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Jia-Hong Huang, Cuong Dao-Duc*, Modar Alfadly*, Bernard Ghanem,
"A Novel Framework for Robustness Analysis of Visual QA Models",
Association for the Advancement of Artificial Intelligence (AAAI 2019) [Oral]
[video][code][bibtex]

Keywords:

vqa, robustness, basic questions

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Yongqiang Zhang, Yaicheng Bai, Mingli Ding, Yongqiang Li, Bernard Ghanem,
"Weakly-supervised object detection via mining pseudo ground truth bounding-boxes "
In Pattern Recognition (2018)
[bibtex]

Keywords:

Weakly-supervised learning, Object detection, Pseudo ground truth, Iterative learning, Deep learning

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Matthias Müller*, Vincent Casser*, Neil Smith, Dominik L. Michels, Bernard Ghanem,
"Teaching UAVs to Race: End-to-End Regression of Agile Controls in Simulation"
European Conference on Computer Vision Workshop (ECCVW 2018) [oral] [Best Paper Award]
[project][bibtex]

Keywords:

imitation learning, uav, control

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Matthias Mueller, Alexey Dosovitskiy, Bernard Ghanem, Vladlen Koltun,
"Driving Policy Transfer via Modularity and Abstraction"

Conference on Robot Learning (CoRL 2018)
[video][bibtex]

Keywords:

autonomous driving, transfer learning, sim-to-real

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Fabian Caba Heilbron, Joon-Young Lee, Hailin Jin, Bernard Ghanem,
"What do I Annotate Next? An Empirical Study of Active Learning for Action Localization"

European Conference on Computer Vision (ECCV 2018)
[supplementary material][bibtex]

Keywords:

video understanding, temporal action localization, active learning, video annotation

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Xin Yu, Basura Fernando, Bernard Ghanem, Fatih Porikli, Richard Hartley,
"Face Super-resolution Guided by Facial Component Heatmaps"

European Conference on Computer Vision (ECCV 2018)
[bibtex][code]

Keywords:

face, super resolution, hallucination, facial component localization, multi task neural networks

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Baoyuan Wu, Bernard Ghanem,
"Lp-Box ADMM: A Versatile Framework for Integer Programming"

IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI 2018)
[bibtex]

Keywords:

ip networks convex functions, linear programming, optimization, computer vision, machine learning, convergence

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Humam Alwassel*, Fabian Caba Heilbron*, Victor Escorcia*, Bernard Ghanem,
"Diagnosing Error in Temporal Action Detectors"

European Conference on Computer Vision (ECCV 2018)
[supplementary material][video][code][bibtex]

Keywords:

temporal action detection, error analysis, diagnosis tool, action localization

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Humam Alwassel*, Fabian Caba Heilbron*, Bernard Ghanem,
"Action Search: Spotting Actions in Videos and Its Application to Temporal Action Localization"

European Conference on Computer Vision (ECCV 2018)
[supplementary material][video][bibtex]

Keywords:

video understanding, action localization, action spotting

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Yancheng Bai*, Yongqiang Zhang*, Mingli Ding, Bernard Ghanem
"SOD-MTGAN: Small Object Detection via Multi-Task Generative Adversarial Network"

European Conference on Computer Vision (ECCV 2018)
[bibtex]

Keywords:

small object detection, super-resolution, multi-task, generative adversarial network, coco

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Matthias Mueller*, Adel Bibi*, Silvio Giancola*, Salman Alsubaihi, Bernard Ghanem,
"TrackingNet: A Large-Scale Dataset and Benchmark for Object Tracking in the Wild",

European Conference on Computer Vision (ECCV 2018)
[bibtex] [supplementary material][video]

Keywords:

object tracking, dataset, benchmark, deep learning

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Silvio Giancola, Mohieddine Amine, Tarek Dghaily, Bernard Ghanem
"SoccerNet: A Scalable Dataset for Action Spotting in Soccer Videos"

IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW 2018) [oral]
[dataset] [video]

Keywords:

action spotting, sports videos,

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Silvio Giancola, Jens Schneider, Peter Wonka, Bernard Ghanem
"Integration of Absolute Orientation Measurements in the KinectFusion Reconstruction Pipeline"

IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW 2018)

Keywords:

kinectfusion, 3D reconstruction

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Baoyuan Wu, Fan Jia, Wei Liu, Bernard Ghanem, Siwei Lyu,
"Multi-label Learning with Missing Labels Using Mixed Dependency Graphs",

International Journal on Computer Vision (IJCV 2018)

Keywords:

multi-label learning, missing labels, mixed dependency graphs

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Yancheng Bai, Yongqiang Zhang, Mingli Ding, Bernard Ghanem,
"Finding Tiny Faces in the Wild with Generative Adversarial Network",

Conference on Computer Vision and Pattern Recognition (CVPR 2018) [Oral]
[video]

Keywords:

generative adverserial network, face detection

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Baoyuan Wu, Weidong Chen, Peng Sun, Siwei Lyu, Bernard Ghanem,
"Tagging Like Humans: Diverse and Distinct Image Annotation",

Conference on Computer Vision and Pattern Recognition (CVPR 2018)

Keywords:

image annotation

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Jian Zhang and Bernard Ghanem,
"ISTA-Net: Interpretable Optimization-Inspired Deep Network for Image Compressive Sensing",

Conference on Computer Vision and Pattern Recognition (CVPR 2018)
[supplementary material] [code]

Keywords:

compressive sensing, optimization inspired deep networks

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Adel Bibi*, Modar Alfadly*, Bernard Ghanem,
“Analytic Expressions for Probabilistic Moments of PL-DNN with Gaussian Input",

Conference on Computer Vision and Pattern Recognition (CVPR 2018) [Oral]
[supplementary material][poster][slides][video][code]

Keywords:

deep neural network, probabilistic moments

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Matthias Mueller, Vincent Casser, Jean Lahoud, Bernard Ghanem,

"Sim4CV: A photo-realistic simulator for computer vision applications",

International Journal on Computer Vision (IJCV 2018)

Keywords:

conditional imitaion learning, autonomous driving

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Yongqiang Zhang, Yancheng Bai, Mingli Ding, Yongqiang Li, Bernard Ghanem,
"W2F: A Weakly-Supervised to Fully-Supervised Framework for Object Detection",

Conference on Computer Vision and Pattern Recognition (CVPR 2018)
[supplementary material]

Keywords:

object detection, weak supervision, convolutional neural networks

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Shyamal Buch, Victor Escorcia, Bernard Ghanem, Li Fei-Fei, Juan Carlos Niebles,
"End-to-End, Single-Stream Temporal Action Detection in Untrimmed Videos (SS-TAD)"
British Machine Vision Conference (BMVC 2018) [Oral]
[code][bibtex]

Keywords:

action detection, temporal localization, video understanding, RNNs

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Ganzhao Yuan, Bernard Ghanem,
"L0TV: A Sparse Optimization Method for Impulse Noise Image Restoration"

IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI 2017)
[bibtex]

Keywords:

total variation, image restoration, mpec, l0 norm optimization, proximal admm, impulse noise

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Sara Shaheen, Lama Affara, and Bernard Ghanem,
"Constrained Convolutional Sparse Coding for Parametric Based Reconstruction Of Line Drawings",

International Conference on Computer Vision (ICCV 2017)
[supplementary material]

Keywords:

convolutional sparse coding, sketch drawing, parametric reconstruction

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Jean Lahoud and Bernard Ghanem,
"2D-Driven 3D Object Detection in RGB-D Images",

International Conference on Computer Vision (ICCV 2017)
[supplementary material]

Keywords:

3d detection, RGBD images, multilayer perceptron

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Adel Bibi, Bernard Ghanem,
"High Order Tensor Formulation for Convolutional Sparse Coding",

International Conference on Computer Vision 2017 (ICCV17)
[supplementary material]

Keywords:

tensors, convolutional sparse coding, tsvd

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Sara Shaheen, Bernard Ghanem,
"Stroke Style Transfer",

Proceedings of Eurographics (Short Paper) 2017

Keywords:

stroke style transfer, sketch representation, line drawing

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Adel Bibi, Hani Itani, Bernard Ghanem,
"FFTLasso: Large-Scale LASSO in the Fourier Domain",

Conference on Computer Vision and Pattern Recognition (CVPR 2017) [Oral]
[bibtex][code][supplementary material] [video]

Keywords:

fft, lasso, large-scale

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Matthias Mueller, Neil Smith, Bernard Ghanem,
"Context-Aware Correlation Filter Tracking",

Conference on Computer Vision and Pattern Recognition (CVPR 2017) [Oral]
[bibtex] [code] [supplementary material] [video]

Keywords:

context-aware, correlation filter, tracking

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Fabian Caba, Wayner Barrios, Bernard Ghanem,
"SCC: Semantic Context Cascade for Efficient Action Detection",

Conference on Computer Vision and Pattern Recognition (CVPR 2017)
[bibtex] [supplementary material]

Keywords:

semantic context cascade, efficient action detection

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Baoyuan Wu, Fan Jia, Wei Liu, Bernard Ghanem,
"Diverse Image Annotation",
Conference on Computer Vision and Pattern Recognition (CVPR 2017)
[bibtex] [supplementary material]

Keywords:

diverse, image annotation

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Shyamal Buch, Victor Escorcia, Bernard Ghanem, Juan Carlos Niebles,
"SST: Single-Stream Temporal Action Proposals",

Conference on Computer Vision and Pattern Recognition (CVPR 2017)

Keywords:

single-stream, temporal action proposals

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Ganzhao Yuan, Bernard Ghanem,
"A Matrix Splitting Method for Composite Function Minimization",

Conference on Computer Vision and Pattern Recognition (CVPR 2017)
[bibtex] [supplementary material]

Keywords:

matrix splitting method, composite function minimization

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Ganzhao Yuan, Bernard Ghanem,
"An Exact Penalty Method for Binary Optimization Based on MPEC Formulation",

AAAI Conference on Artificial Intelligence (AAAI 2017)
[code]

Keywords:

binary optimization, MPEC formulation

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Matthias Mueller, Gopal Sharma, Neil Smith and Bernard Ghanem
"Persistent Aerial Tracking System for UAVs"

Intelligent Robots and Systems (IROS 2016)
[bibtex] [video]

Keywords:

UAV Aerial Tracking System

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Victor Escorcia, Fabian Caba, Juan Carlos Niebles, Bernard Ghanem
"DAPs: Deep Action Proposals for Action Understanding"

European Conference on Computer Vision (ECCV 2016)
[code]

Keywords:

action proposals, action detection, long-short term memory

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Adel Bibi, Matthias Mueller, Bernard Ghanem
"Target Response Adaptation for Correlation Filter Tracking"

European Conference on Computer Vision (ECCV 2016)
[supplementary material] [Code] [Video] [Spotlight]

Keywords:

Correlation Filter Tracking, Adaptive Target Design

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Lama Affara, Liangliang Nan, Bernard Ghanem, Peter Wonka
"Large Scale Asset Extraction for Urban Images"

European Conference on Computer Vision (ECCV 2016)
[supplementary material] [video] [code]

Keywords:

urban assets, object proposals, image rectification

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Matthias Mueller, Neil Smith and Bernard Ghanem
"A Benchmark and Simulator for UAV Tracking"

European Conference on Computer Vision (ECCV 2016)
[bibtex] [dataset] [simulator] [supplementary material]

Keywords:

UAV Tracking, UAV Simulator, Aerial Object Tracking, Benchmark, Dataset

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Yongqiang Li, Baoyuan Wu (corresponding author), Bernard Ghanem, Yongping Zhao, Hongxun Yao, Qiang Ji
“Facial Action Unit Recognition under Incomplete Data Based on Multi-label Learning with Missing Labels”

Pattern Recognition, 2016

Keywords:

Face action unit recognition, Incomplete data, Multi-label learning

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Tianzhu Zhang, Adel Bibi, and Bernard Ghanem
"In Defense of Sparse Tracking: Circulant Sparse Tracker"

Conference on Computer Vision and Pattern Recognition (CVPR 2016)
[Derivation][supplementary material] [Derivation][video] [Spotlight]

Keywords:

visual tracking, circulant sparse tracker

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Fabian Caba, Juan Carlos Niebles, and Bernard Ghanem
"Fast Temporal Activity Proposals for Efficient Detection of Human Actions in Untrimmed Videos"

Conference on Computer Vision and Pattern Recognition (CVPR 2016)
[supplementary material] [code]

Keywords:

activity proposals, action recognition, video analysis

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Adel Bibi, Tianzhu Zhang, and Bernard Ghanem
"3D Part-Based Sparse Tracker with Automatic Synchronization and Registration"

Conference on Computer Vision and Pattern Recognition (CVPR 2016)
[video]

Keywords:

3D Tracker, Part-Based Tracker, particle filter

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Ganzhao Yuan and Bernard Ghanem
"A Proximal Alternating Direction Method for Semi-Definite Rank Minimization"

AAAI Conference on Artificial Intelligence (AAAI 2016)
[code] [supplementary material]

Keywords:

Semidefinite Rank Minimization, MPEC, Sensor Network Localization, Kurdyka-Łojasiewicz Inequality, Proximal ADM, Convergence Analysis

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Baoyuan Wu, Siwei Lyu, Bernard Ghanem
"Constrained Submodular Minimization for Missing Labels and Class Imbalance in Multi-label Learning"

The Thirtieth AAAI Conference on Artificial Intelligence (AAAI 2016 )
[code] [supplementary material]

Keywords:

Submodular Minimization, Missing Labels, Multi-label Learning

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Sara Shaheen, Alyn Rockwood, and Bernard Ghanem
"SAR: Stroke Authorship Recognition"

Computer Graphics Forum 2015
[data]

Keywords:

sketch, stroke, stroke segments, style, authorship recognition, fraud detection, sketch training

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Mohamed Hachama, Bernard Ghanem, and Peter Wonka
"Intrinsic Scene Decomposition from RGB-D Images"

International Conference on Computer Vision (ICCV 2015
[supplementary material] [video]

Keywords:

Intrinsic Decomposition, RGB-D Images

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Rachit Dubey, Joshua Peterson, Aditya Khosla, Ming-Hsuan Yang, and Bernard Ghanem
"What makes an object memorable?"

International Conference on Computer Vision (ICCV 2015)
[data] [bibtex]

Keywords:

Image Memorability, Object Memorability, Deep Learning

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Baoyuan Wu, Siwei Lyu, and Bernard Ghanem
"ML-MG: Multi-label Learning with Missing Labels Using a Mixed Graph"

International Conference on Computer Vision (ICCV 2015)
[code]

Keywords:

Missing Label, Multi-label Learning, Mixed Graph

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Adel Bibi and Bernard Ghanem
"Multi-Template Scale Adaptive Kernelized Correlation Filters"

International Conference on Computer Vision Workshop (ICCVW/VOT 2015)
[code][supplementary material]

Keywords:

Tracking, Correlation Filters

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Liangliang Nan, Caigui Jiang, Bernard Ghanem, Peter Wonka
"Template Assembly for Detailed Urban Reconstruction"

Eurographics (EG 2015)
[suppl 1] [suppl 2] [video] [slides]

Keywords:

Computer Graphics, Urban Reconstruction

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Tianzhu Zhang, Si Liu, Changsheng Xu, Shuicheng Yan, Bernard Ghanem, Narendra Ahuja, and Ming-Hsuan Yang
“Structural Sparse Tracking”
Conference on Computer Vision and Pattern Recognition (CVPR 2015)

Keywords:

Tracking, Sparse Optimization

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Tianzhu Zhang, Bernard Ghanem, Si Liu, Narendra Ahuja
"Robust Visual Tracking via Exclusive Context Modeling"

IEEE Transactions on Cybernetics 2015

Keywords:

Tracking

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Bernard Ghanem, Ali Thabet, Juan Carlos Niebles, and Fabian Caba
“Robust Manhattan Frame Estimation from a Single RGB-D Image”

Conference on Computer Vision and Pattern Recognition (CVPR 2015)
[supplementary material][video][code][data]

Keywords:

Sparse Optimization, Robust Estimation

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Victor Castillo, Juan Carlos Niebles, and Bernard Ghanem
“On the Relationship between Visual Attributes and Convolutional Networks”

Conference on Computer Vision and Pattern Recognition (CVPR 2015)
[supplementary material]

Keywords:

Visual Attributes, Convolution Networks

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Ganzhao Yuan and Bernard Ghanem
“L0TV : A New Method for Image Restoration in the Presence of Impulse Noise”

Conference on Computer Vision and Pattern Recognition (CVPR 2015)
[supplementary material] [code] [slides] [oral]

Keywords:

Image Restoration, Sparse Optimization

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Bernard Ghanem, Yuanhao Cao, Peter Wonka
"Designing Camera Networks by Convex Quadratic Programming"

Eurographics (EG 2015)
[video]

Keywords:

Camera Placement, Computer Graphics

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Fabian Caba Heilbron, Victor Castillo, Bernard Ghanem, and Juan Carlos Niebles
“ActivityNet: A Large-Scale Video Benchmark for Human Activity Understanding”

Conference on Computer Vision and Pattern Recognition (CVPR 2015)
[supplementary material]

Keywords:

Action Recognition, Large Scale

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Indriyati Atmosukarto, Narendra Ahuja, Bernard Ghanem
"Action Recognition using Discriminative Structured Trajectory Groups"

Winter Conference on Applications of Computer Vision (WACV 2015)

Keywords:

Action Recognition

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Tianzhu Zhang, Si Liu, Narendra Ahuja, Ming-Hsuan Yang, Bernard Ghanem
"Robust Visual Tracking Via Consistent Low-Rank Sparse Learning"

International Journal of Computer Vision (IJCV 2014)

Keywords:

Visual tracking, Temporal consistency, Sparse representation, Low-rank representation

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Rachit Dubey, Akshat Dave, Bernard Ghanem
"Improving Saliency Models by Predicting Human Fixation Patches"

Asian Conference on Computer Vision (ACCV 2014)

Keywords:

Human Fixation, Human Visual System Understanding

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Rachit Dubey, Akshat Dave, Bernard Ghanem
"Improving Saliency Models by Predicting Human Fixation Patches"

Asian Conference on Computer Vision (ACCV 2014)

Keywords:

Pose Estimation

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Fabian Caba Heilbron, Ali Thabet, Juan Carlos Niebles, Bernard Ghanem
"Camera Motion and Surrounding Scene Appearance as Context for Action Recognition"

Asian Conference on Computer Vision (ACCV 2014)

Keywords:

Action Recognition

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Ali Thabet, Jean Lahoud, Daniel Asmar, Bernard Ghanem
"3D Aware Correction and Completion of Depth Maps in Piecewise Planar Scenes"

Asian Conference on Computer Vision (ACCV 2014)

Keywords:

Depth Maps, 3D Understanding

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I. Atmosukarto, B. Ghanem, S. Ahuja, K. Muthuswamy, N.Ahuja
"Automatic Recognition of Offensive Team Formation in American Football Plays"

IEEE International Workshop on Computer Vision in Sports (CVsports), 2013
Won Best Paper Award

Keywords:

Automatic Recognition, American Football Plays

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T. Zhang, B. Ghanem, S. Liu, N. Ahuja
"Robust Visual Tracking via Structured Multi-Task Sparse Learning"

International Journal of Computer Vision (IJCV 2013)

Keywords:

Visual Tracking, Particle Filter, Graph, Structure, Sparse Representation, Multi-task Learning

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T. Zhang, B. Ghanem, C.Xu, N. Ahuja
"Object Tracking by Occlusion Detection via Structured Sparse Learning"

IEEE International Workshop on Computer Vision in Sports (CVsports), 2013

Keywords:

Visual Tracking, Object Tracking, Structured Sparse Learning, Occlusion Detection

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G. Yuan, B.Ghanem, Z. Zhang, Z. Hao
"BILGO: Bilateral Greedy Optimization for Large Scale Semidefinite Programming"

Neurocomputing Journal 2013

Keywords:

Semidefinite Programming, Low-Rank Optimization, Rank-1 Approximation, Frank-Wolfe algorithm, Leading Eigenvector, Metric Learning, Kernel Learning

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J. Varadarajan, I. Atmosukarto, S. Ahuja, B. Ghanem, N. Ahuja
"A Topic Model Approach to Represent and Classify American Football Plays"

British Machine Vision Conference (BMVC2013)

Keywords:

Football Plays, Modeling, Classify, Represent

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T. Zhang, B. Ghanem, S. Liu, N. Ahuja
"Low-Rank Sparse Coding for Image Classification"

International Conference on Computer Vision (ICCV 2013)

Keywords:

Low Ranks, Coding, Image Classification

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Indriyati Atmosukarto, Bernard Ghanem, Narendra Ahuja
"Trajectory-based Fisher Kernel Representation for Action Recognition in Videos"

International Conference on Pattern Recognition (ICPR2012)
[oral]

Keywords:

Action Recognition, Fisher Kernel Representation

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Tianzhu Zhang, Bernard Ghanem, Si Liu, and Narendra Ahuja
"Robust Visual Tracking via Multi-Task Sparse Learning"

IEEE Conference on Computer Vision and Pattern Recognition (CVPR2012)
[oral]

Keywords:

Visual Tracking, Sparse Representation

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Bernard Ghanem, Tianzhu Zhang, and Narendra Ahuja
"Robust Video Registration Applied to Field-Sports Video Analysis"

IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2012)

Keywords:

registration, homography, l1 minimization, sparse representation

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Tianzhu Zhang, Bernard Ghanem, and Narendra Ahuja
"Robust Multi-Object Tracking Via Cross-Domain Contextual Information For Sports Video Analysis"

IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2012)

Keywords:

Tracking, Particle Filter, Cross-Domain, Contextual Information

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Bernard Ghanem and Narendra Ahuja
"Modeling Dynamic Swarms"

Journal of Computer Vision and Image Understanding (CVIU 2012) (arXiv e-print 2011 arXiv:1102.1292v1 [cs.CV])

Keywords:

Swarms, Dynamic textures, Crowd behavior analysis, Spatiotemporal analysis

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Tianzhu Zhang, Bernard Ghanem, and Narendra Ahuja
"Low-Rank Sparse Learning for Robust Visual Tracking"

European Conference on Computer Vision (ECCV2012)

Keywords:

Visual Tracking, Low Rank Representation, Sparse Representation

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Ganzhao Yuan, Zhenjie Zhang*, Bernard Ghanem*, and Zhifeng Hao
"Low-Rank Quadratic Semidefinite Programming"

Neurocomputing Journal 2012

Keywords:

Semidefinite Programming, Metric Learning, Kernel Learning, Eigenvalue Decomposition, Low-Rank and Sparse Matrix Approximation

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Akshat Dave*, Rachit Dubey*, Bernard Ghanem
"Do Humans Fixate on Interest Points?"

International Conference on Pattern Recognition (ICPR2012)
[oral]

Keywords:

Vision Systems, Interest Point Detectors

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Bernard Ghanem, Maya Kreidieh*, Marc Farra*, Tianzhu Zhang
"Context-Aware Learning for Automatic Sports Highlight Recognition"

International Conference on Pattern Recognition (ICPR2012)

Keywords:

Context-Aware Learning

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Bernard Ghanem and Narendra Ahuja
"A Probabilistic Framework for Discriminative Dictionary Learning"

(arXiv e-print 2011 arXiv:1109.2389v1 [cs.CV])

Keywords:

Pobabilistic Framework, Dictionary Learning

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Emre Akbas, Bernard Ghanem, and Narendra Ahuja
"MIS-Boost: Multiple Instance Selection Boosting"

IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI 2012)

Keywords:

Image Classification, Large Class, Instance selection, Boosting

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Bernard Ghanem, Narendra Ahuja
"Sparse Coding of Linear Dynamical Systems with an Application to Dynamic Texture Recognition"

International Conference on Pattern Recognition (ICPR 2010)

Keywords:

Texture Recognition, Sparse Optimization

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Bernard Ghanem and Narendra Ahuja
"Dinkelbach NCUT: A Framework for Solving Normalized Cuts Problems with Priors and Convex Constraints"

International Journal of Computer Vision (IJCV 2010)

Keywords:

Normalized Cuts, Convex Optimization

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Bernard Ghanem, Narendra Ahuja
"Maximum Margin Distance Learning for Dynamic Texture Recognition"

European Conference on Computer Vision (ECCV 2010)

Keywords:

Texture Recognition, Distance Learning

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Bernard Ghanem, Esther Resendiz, and Narendra Ahuja
"Segmentation-Based Perceptual Image Quality Assessment (SPIQA)"

International Conference on Image Processing (ICIP 2008)

Keywords:

IQM, QA, HVS, segmentation, saliency

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Bernard Ghanem and Narendra Ahuja
"Extracting a Fluid Dynamic Texture and the Background from Video"

Conference on Computer Vision and Pattern Recognition (CVPR 2008)

Keywords:

Video Analysis, Dynamic Texture

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Bernard Ghanem and Narendra Ahuja
"Phase PCA for Dynamic Texture Video Compression"

International Conference on Image Processing (ICIP 2007)

Keywords:

Dynamic texture, Phase, LDS, PCA

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Bernard Ghanem and Narendra Ahuja
"Phase Based Modeling of Dynamic Textures"

International Conference on Computer Vision (ICCV 2007)

Keywords:

Dynamic Textures

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Bernard Ghanem, Jianming Liang, Jinbo Bi, Marcos Salganicoff, and Arun Krishnan
"Reduction of Lymph Tissue False Positives in Pulmonary Embolism Detection"

SPIE Medical Imaging Conference 2007

Keywords:

detection, X-ray CT, feature extraction, classification and classifier design, segmentation, tensor voting, multiple instance learning

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Bernard Ghanem, Ali Fawaz, Ghassan Karame
"Real-Time Vision-Based Mobile Robot Navigation in Outdoor Environments"

4th annual AUB Student Conference 2005

Keywords:

Mobile Robot, SLAM, Computer Vision, Landmark detection, Localization.

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M. Bernardine Dias, Bernard Ghanem, and Anthony Stentz
"Improving Cost Estimation in Market-Based Coordination of a Distributed Sensing Task"

IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2005)